Anna
Gorodetskaya
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Selected work · Full case study

The Difference Machine

An AI publishing workflow where machines do the repetitive work and a person signs off before anything goes out.

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Role
Chief Marketing Officer
Period
Jan 2026 — current
Client
The Difference Machine
Studio
The Difference Machine
Location
Berlin, Germany
Origin
Client
TechnologyAI & AutomationCommunication
The Pipeline — newsletter cover

Overview

The Difference Machine is a Berlin fiction development and production company with an AI-native studio practice. I built the publishing workflow behind its website, The Pipeline newsletter and its social channels — one that automates the repetitive work around human decisions instead of replacing them.

My Role

Chief Marketing Officer. I wrote the rules the workflow runs on, approve company content, and read what happens after publication. Agents do the schedulable work. Anything in the founder's own voice is written and approved by a person.

The Pipeline — newsletter cover

System

Internal knowledge and outside research feed topic discovery. A person approves the direction before anything is produced; the machine turns approved material into articles, newsletter and channel formats; a person checks it again before it goes out. Interviews and partner announcements have their own presets.

The Pipeline — social adaptation

Result

The Pipeline reached approximately 10% weekly subscriber growth and a 90% open rate. Automation ended up concentrated on repeatable work, with the judgment calls left visible and human.

The Pipeline — story format

How it was built

Problem
A small company had to publish continuously — articles, a newsletter, social channels, a site — while every decision that carried the founders' voice still had to be made by a person.
System
A hybrid production line built around approval gates. Research feeds topic discovery; a person approves the direction; the machine produces; a person checks before publication. Around that: company calls turned into task lists in Notion, a team assistant, and the pipelines behind the site and the newsletter.
My role
Chief Marketing Officer. I wrote the rules the system runs on and I run it. Company content is reviewed by me; anything in a founder's personal voice stays separately human-written.
Result
The Pipeline reached approximately 10% weekly subscriber growth with a 90% open rate.

Claude Code · custom agents · Notion API · call transcripts · newsletter and site automation

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